Pandas Profiling Report

Dataset statistics

Number of variables	32
Number of observations	12328
Missing cells	438
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.0 MiB
Average record size in memory	256.0 B

Variable types

Numeric	28
Categorical	4

Alerts

`Player` has a high cardinality: 2720 distinct values	High cardinality
`Nick` has a high cardinality: 2723 distinct values	High cardinality
`Rk` is highly correlated with `GP` and 15 other fields	High correlation
`GP` is highly correlated with `Rk` and 14 other fields	High correlation
`G` is highly correlated with `Rk` and 13 other fields	High correlation
`A` is highly correlated with `Rk` and 15 other fields	High correlation
`PTS` is highly correlated with `Rk` and 15 other fields	High correlation
`PIM` is highly correlated with `GP`	High correlation
`PS` is highly correlated with `Rk` and 15 other fields	High correlation
`EV` is highly correlated with `Rk` and 12 other fields	High correlation
`PP` is highly correlated with `Rk` and 10 other fields	High correlation
`GW` is highly correlated with `Rk` and 11 other fields	High correlation
`EV.1` is highly correlated with `Rk` and 14 other fields	High correlation
`PP.1` is highly correlated with `Rk` and 12 other fields	High correlation
`S` is highly correlated with `Rk` and 13 other fields	High correlation
`S_percent` is highly correlated with `G` and 1 other fields	High correlation
`TOI` is highly correlated with `Rk` and 15 other fields	High correlation
`ATOI` is highly correlated with `Rk` and 10 other fields	High correlation
`BLK` is highly correlated with `Rk` and 3 other fields	High correlation
`HIT` is highly correlated with `Rk` and 3 other fields	High correlation
`FOW` is highly correlated with `FOL` and 1 other fields	High correlation
`FOL` is highly correlated with `FOW` and 1 other fields	High correlation
`FO_percent` is highly correlated with `FOW` and 1 other fields	High correlation
`Season` is highly correlated with `Rk`	High correlation
`HART` is highly correlated with `A` and 3 other fields	High correlation
`Votes` is highly correlated with `G` and 7 other fields	High correlation
`plusminus` is highly correlated with `GP` and 5 other fields	High correlation
`S_percent` has 124 (1.0%) missing values	Missing
`FO_percent` has 311 (2.5%) missing values	Missing
`HART` is highly skewed (γ1 = 29.62745631)	Skewed
`Votes` is highly skewed (γ1 = 20.04010988)	Skewed
`G` has 2685 (21.8%) zeros	Zeros
`A` has 1851 (15.0%) zeros	Zeros
`PTS` has 1486 (12.1%) zeros	Zeros
`plusminus` has 1191 (9.7%) zeros	Zeros
`PIM` has 1257 (10.2%) zeros	Zeros
`PS` has 874 (7.1%) zeros	Zeros
`EV` has 2878 (23.3%) zeros	Zeros
`PP` has 6929 (56.2%) zeros	Zeros
`SH` has 10389 (84.3%) zeros	Zeros
`GW` has 6376 (51.7%) zeros	Zeros
`EV.1` has 1981 (16.1%) zeros	Zeros
`PP.1` has 6064 (49.2%) zeros	Zeros
`SH.1` has 10042 (81.5%) zeros	Zeros
`S` has 397 (3.2%) zeros	Zeros
`S_percent` has 2561 (20.8%) zeros	Zeros
`BLK` has 3216 (26.1%) zeros	Zeros
`HIT` has 2875 (23.3%) zeros	Zeros
`FOW` has 6860 (55.6%) zeros	Zeros
`FOL` has 6441 (52.2%) zeros	Zeros
`FO_percent` has 6550 (53.1%) zeros	Zeros
`HART` has 12314 (99.9%) zeros	Zeros
`Votes` has 12211 (99.1%) zeros	Zeros

Reproduction

Analysis started	2022-11-15 10:47:44.117486
Analysis finished	2022-11-15 10:50:24.389208
Duration	2 minutes and 40.27 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

Rk
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2644
Distinct (%)	21.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	629.9415964

Minimum	1
Maximum	2644
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	1
5-th percentile	52
Q1	257
median	514
Q3	771
95-th percentile	2027.65
Maximum	2644
Range	2643
Interquartile range (IQR)	514

Descriptive statistics

Standard deviation	553.8710142
Coefficient of variation (CV)	0.8792418494
Kurtosis	2.929074408
Mean	629.9415964
Median Absolute Deviation (MAD)	257
Skewness	1.746762923
Sum	7765920
Variance	306773.1003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	12	0.1%
578	12	0.1%
554	12	0.1%
555	12	0.1%
556	12	0.1%
557	12	0.1%
558	12	0.1%
559	12	0.1%
560	12	0.1%
561	12	0.1%
Other values (2634)	12208	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	0.1%
2	12	0.1%
3	12	0.1%
4	12	0.1%
5	12	0.1%
6	12	0.1%
7	12	0.1%
8	12	0.1%
9	12	0.1%
10	12	0.1%

Value	Count	Frequency (%)
2644	1	< 0.1%
2643	1	< 0.1%
2642	1	< 0.1%
2641	1	< 0.1%
2640	1	< 0.1%
2639	1	< 0.1%
2638	1	< 0.1%
2637	1	< 0.1%
2636	1	< 0.1%
2635	1	< 0.1%

Player
Categorical

HIGH CARDINALITY

Distinct	2720
Distinct (%)	22.1%
Missing	0
Missing (%)	0.0%
Memory size	96.4 KiB

Mike Fisher	14
Brooks Orpik	14
Henrik Zetterberg	14
Trevor Daley	14
Ales Hemsky	14
Other values (2715)	12258

Length

Max length	29
Median length	22
Mean length	12.89203439
Min length	7

Characters and Unicode

Total characters	158933
Distinct characters	58
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	646 ?
Unique (%)	5.2%

Sample

1st row	Connor McDavid
2nd row	Sidney Crosby
3rd row	Patrick Kane
4th row	Nicklas Backstrom
5th row	Nikita Kucherov

Common Values

Value	Count	Frequency (%)
Mike Fisher	14	0.1%
Brooks Orpik	14	0.1%
Henrik Zetterberg	14	0.1%
Trevor Daley	14	0.1%
Ales Hemsky	14	0.1%
Jason Chimera	14	0.1%
Eric Staal	14	0.1%
Daniel Sedin	14	0.1%
Scottie Upshall	14	0.1%
Patrick Sharp	14	0.1%
Other values (2710)	12188	98.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ryan	302	1.2%
matt	293	1.2%
mike	267	1.1%
chris	230	0.9%
mark	175	0.7%
david	173	0.7%
jason	142	0.6%
eric	131	0.5%
andrew	127	0.5%
brian	123	0.5%
Other values (2938)	22788	92.1%

Most occurring characters

Value	Count	Frequency (%)
e	13858	8.7%
a	13648	8.6%
	12423	7.8%
n	11305	7.1%
r	11199	7.0%
i	10067	6.3%
o	9133	5.7%
l	7202	4.5%
t	6573	4.1%
s	5872	3.7%
Other values (48)	57653	36.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	120561	75.9%
Uppercase Letter	25372	16.0%
Space Separator	12423	7.8%
Other Punctuation	455	0.3%
Dash Punctuation	122	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13858	11.5%
a	13648	11.3%
n	11305	9.4%
r	11199	9.3%
i	10067	8.4%
o	9133	7.6%
l	7202	6.0%
t	6573	5.5%
s	5872	4.9%
k	3799	3.2%
Other values (16)	27905	23.1%

Uppercase Letter

Value	Count	Frequency (%)
M	2725	10.7%
S	2224	8.8%
B	2189	8.6%
J	2069	8.2%
C	1696	6.7%
D	1533	6.0%
R	1369	5.4%
P	1334	5.3%
A	1326	5.2%
K	1242	4.9%
Other values (16)	7665	30.2%

Other Punctuation

Value	Count	Frequency (%)
.	249	54.7%
*	113	24.8%
'	85	18.7%
?	8	1.8%

Space Separator

Value	Count	Frequency (%)
	12423	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	122	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	145933	91.8%
Common	13000	8.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13858	9.5%
a	13648	9.4%
n	11305	7.7%
r	11199	7.7%
i	10067	6.9%
o	9133	6.3%
l	7202	4.9%
t	6573	4.5%
s	5872	4.0%
k	3799	2.6%
Other values (42)	53277	36.5%

Common

Value	Count	Frequency (%)
	12423	95.6%
.	249	1.9%
-	122	0.9%
*	113	0.9%
'	85	0.7%
?	8	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	158933	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13858	8.7%
a	13648	8.6%
	12423	7.8%
n	11305	7.1%
r	11199	7.0%
i	10067	6.3%
o	9133	5.7%
l	7202	4.5%
t	6573	4.1%
s	5872	3.7%
Other values (48)	57653	36.3%

Nick
Categorical

HIGH CARDINALITY

Distinct	2723
Distinct (%)	22.1%
Missing	0
Missing (%)	0.0%
Memory size	96.4 KiB

bouwmja01	14
staaler01	14
kunitch01	14
sharppa01	14
keslery01	14
Other values (2718)	12258

Length

Max length	9
Median length	9
Mean length	8.922534069
Min length	7

Characters and Unicode

Total characters	109997
Distinct characters	34
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	642 ?
Unique (%)	5.2%

Sample

1st row	mcdavco01
2nd row	crosbsi01
3rd row	kanepa01
4th row	backsni02
5th row	kucheni01

Common Values

Value	Count	Frequency (%)
bouwmja01	14	0.1%
staaler01	14	0.1%
kunitch01	14	0.1%
sharppa01	14	0.1%
keslery01	14	0.1%
hartnsc01	14	0.1%
pominja01	14	0.1%
stajama01	14	0.1%
vrbatra01	14	0.1%
fishemi01	14	0.1%
Other values (2713)	12188	98.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
bouwmja01	14	0.1%
spezzja01	14	0.1%
giontbr01	14	0.1%
williju01	14	0.1%
vermean01	14	0.1%
marlepa01	14	0.1%
orpikbr01	14	0.1%
hainsro01	14	0.1%
burnsbr01	14	0.1%
cullema01	14	0.1%
Other values (2713)	12188	98.9%

Most occurring characters

Value	Count	Frequency (%)
0	12328	11.2%
1	11833	10.8%
a	10202	9.3%
e	7297	6.6%
r	6968	6.3%
o	6085	5.5%
i	5538	5.0%
l	4961	4.5%
s	4507	4.1%
n	4336	3.9%
Other values (24)	35942	32.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	85337	77.6%
Decimal Number	24656	22.4%
Other Punctuation	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	10202	12.0%
e	7297	8.6%
r	6968	8.2%
o	6085	7.1%
i	5538	6.5%
l	4961	5.8%
s	4507	5.3%
n	4336	5.1%
m	3986	4.7%
t	3938	4.6%
Other values (16)	27519	32.2%

Decimal Number

Value	Count	Frequency (%)
0	12328	50.0%
1	11833	48.0%
2	394	1.6%
3	66	0.3%
5	18	0.1%
4	10	< 0.1%
6	7	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	85337	77.6%
Common	24660	22.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	10202	12.0%
e	7297	8.6%
r	6968	8.2%
o	6085	7.1%
i	5538	6.5%
l	4961	5.8%
s	4507	5.3%
n	4336	5.1%
m	3986	4.7%
t	3938	4.6%
Other values (16)	27519	32.2%

Common

Value	Count	Frequency (%)
0	12328	50.0%
1	11833	48.0%
2	394	1.6%
3	66	0.3%
5	18	0.1%
4	10	< 0.1%
6	7	< 0.1%
.	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	109997	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12328	11.2%
1	11833	10.8%
a	10202	9.3%
e	7297	6.6%
r	6968	6.3%
o	6085	5.5%
i	5538	5.0%
l	4961	4.5%
s	4507	4.1%
n	4336	3.9%
Other values (24)	35942	32.7%

Age
Real number (ℝ_≥0)

Distinct	32
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.64073653

Minimum	0
Maximum	48
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	20
Q1	23
median	26
Q3	30
95-th percentile	35
Maximum	48
Range	48
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.582777694
Coefficient of variation (CV)	0.1720214337
Kurtosis	-0.03213778023
Mean	26.64073653
Median Absolute Deviation (MAD)	3
Skewness	0.5902670802
Sum	328427
Variance	21.00185139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
23	1154	9.4%
24	1121	9.1%
25	1066	8.6%
26	979	7.9%
22	964	7.8%
27	919	7.5%
28	808	6.6%
21	730	5.9%
29	705	5.7%
30	642	5.2%
Other values (22)	3240	26.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
18	46	0.4%
19	182	1.5%
20	470	3.8%
21	730	5.9%
22	964	7.8%
23	1154	9.4%
24	1121	9.1%
25	1066	8.6%
26	979	7.9%

Value	Count	Frequency (%)
48	1	< 0.1%
47	1	< 0.1%
46	1	< 0.1%
45	2	< 0.1%
44	2	< 0.1%
43	5	< 0.1%
42	6	< 0.1%
41	11	0.1%
40	29	0.2%
39	52	0.4%

Pos
Categorical

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.4 KiB

D	4219
C	3556
LW	2279
RW	2266
C/LW	3
Other values (4)	5

Length

Max length	5
Median length	1
Mean length	1.370619727
Min length	1

Characters and Unicode

Total characters	16897
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	C
2nd row	C
3rd row	RW
4th row	C
5th row	RW

Common Values

Value	Count	Frequency (%)
D	4219	34.2%
C	3556	28.8%
LW	2279	18.5%
RW	2266	18.4%
C/LW	3	< 0.1%
LW/RW	2	< 0.1%
LW/C	1	< 0.1%
RW/LW	1	< 0.1%
W	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
d	4219	34.2%
c	3556	28.8%
lw	2279	18.5%
rw	2266	18.4%
c/lw	3	< 0.1%
lw/rw	2	< 0.1%
lw/c	1	< 0.1%
rw/lw	1	< 0.1%
w	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
W	4556	27.0%
D	4219	25.0%
C	3560	21.1%
L	2286	13.5%
R	2269	13.4%
/	7	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	16890	> 99.9%
Other Punctuation	7	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
W	4556	27.0%
D	4219	25.0%
C	3560	21.1%
L	2286	13.5%
R	2269	13.4%

Other Punctuation

Value	Count	Frequency (%)
/	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16890	> 99.9%
Common	7	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
W	4556	27.0%
D	4219	25.0%
C	3560	21.1%
L	2286	13.5%
R	2269	13.4%

Common

Value	Count	Frequency (%)
/	7	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16897	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
W	4556	27.0%
D	4219	25.0%
C	3560	21.1%
L	2286	13.5%
R	2269	13.4%
/	7	< 0.1%

Tm
Categorical

Distinct	35
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	96.4 KiB

TOT	1030
NYI	405
VAN	402
CBJ	398
EDM	396
Other values (30)	9697

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	36984
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EDM
2nd row	PIT
3rd row	CHI
4th row	WSH
5th row	TBL

Common Values

Value	Count	Frequency (%)
TOT	1030	8.4%
NYI	405	3.3%
VAN	402	3.3%
CBJ	398	3.2%
EDM	396	3.2%
NJD	395	3.2%
WSH	391	3.2%
BUF	387	3.1%
TOR	383	3.1%
MIN	383	3.1%
Other values (25)	7758	62.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tot	1030	8.4%
nyi	405	3.3%
van	402	3.3%
cbj	398	3.2%
edm	396	3.2%
njd	395	3.2%
wsh	391	3.2%
buf	387	3.1%
pit	383	3.1%
tor	383	3.1%
Other values (25)	7758	62.9%

Most occurring characters

Value	Count	Frequency (%)
T	5238	14.2%
A	2795	7.6%
L	2751	7.4%
N	2612	7.1%
O	2544	6.9%
S	2198	5.9%
I	2034	5.5%
C	1891	5.1%
H	1767	4.8%
D	1575	4.3%
Other values (14)	11579	31.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	36984	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	5238	14.2%
A	2795	7.6%
L	2751	7.4%
N	2612	7.1%
O	2544	6.9%
S	2198	5.9%
I	2034	5.5%
C	1891	5.1%
H	1767	4.8%
D	1575	4.3%
Other values (14)	11579	31.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	36984	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	5238	14.2%
A	2795	7.6%
L	2751	7.4%
N	2612	7.1%
O	2544	6.9%
S	2198	5.9%
I	2034	5.5%
C	1891	5.1%
H	1767	4.8%
D	1575	4.3%
Other values (14)	11579	31.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	36984	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	5238	14.2%
A	2795	7.6%
L	2751	7.4%
N	2612	7.1%
O	2544	6.9%
S	2198	5.9%
I	2034	5.5%
C	1891	5.1%
H	1767	4.8%
D	1575	4.3%
Other values (14)	11579	31.3%

GP
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	84
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.90274173

Minimum	1
Maximum	84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	21
median	57
Q3	76
95-th percentile	82
Maximum	84
Range	83
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	28.66608331
Coefficient of variation (CV)	0.5861856064
Kurtosis	-1.339201444
Mean	48.90274173
Median Absolute Deviation (MAD)	22
Skewness	-0.411605162
Sum	602873
Variance	821.7443325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82	1141	9.3%
81	513	4.2%
1	427	3.5%
80	406	3.3%
2	343	2.8%
79	328	2.7%
78	280	2.3%
76	268	2.2%
77	264	2.1%
3	264	2.1%
Other values (74)	8094	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	427	3.5%
2	343	2.8%
3	264	2.1%
4	207	1.7%
5	187	1.5%
6	175	1.4%
7	177	1.4%
8	121	1.0%
9	156	1.3%
10	122	1.0%

Value	Count	Frequency (%)
84	6	< 0.1%
83	12	0.1%
82	1141	9.3%
81	513	4.2%
80	406	3.3%
79	328	2.7%
78	280	2.3%
77	264	2.1%
76	268	2.2%
75	218	1.8%

G
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	58
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.484263465

Minimum	0
Maximum	65
Zeros	2685
Zeros (%)	21.8%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	11
95-th percentile	26
Maximum	65
Range	65
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.846935549
Coefficient of variation (CV)	1.182071635
Kurtosis	2.588049149
Mean	7.484263465
Median Absolute Deviation (MAD)	4
Skewness	1.594192797
Sum	92266
Variance	78.26826861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2685	21.8%
1	1369	11.1%
2	975	7.9%
3	750	6.1%
4	672	5.5%
5	542	4.4%
6	510	4.1%
7	419	3.4%
8	406	3.3%
9	327	2.7%
Other values (48)	3673	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2685	21.8%
1	1369	11.1%
2	975	7.9%
3	750	6.1%
4	672	5.5%
5	542	4.4%
6	510	4.1%
7	419	3.4%
8	406	3.3%
9	327	2.7%

Value	Count	Frequency (%)
65	1	< 0.1%
60	1	< 0.1%
56	2	< 0.1%
54	1	< 0.1%
53	1	< 0.1%
52	4	< 0.1%
51	3	< 0.1%
50	7	0.1%
49	1	< 0.1%
48	2	< 0.1%

A
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	78
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.78771901

Minimum	0
Maximum	96
Zeros	1851
Zeros (%)	15.0%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	9
Q3	20
95-th percentile	39
Maximum	96
Range	96
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	13.12949606
Coefficient of variation (CV)	1.026726975
Kurtosis	1.651672529
Mean	12.78771901
Median Absolute Deviation (MAD)	8
Skewness	1.310781942
Sum	157647
Variance	172.3836668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1851	15.0%
1	902	7.3%
2	664	5.4%
3	499	4.0%
5	474	3.8%
6	468	3.8%
4	445	3.6%
7	381	3.1%
8	373	3.0%
10	347	2.8%
Other values (68)	5924	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1851	15.0%
1	902	7.3%
2	664	5.4%
3	499	4.0%
4	445	3.6%
5	474	3.8%
6	468	3.8%
7	381	3.1%
8	373	3.0%
9	344	2.8%

Value	Count	Frequency (%)
96	1	< 0.1%
92	1	< 0.1%
84	1	< 0.1%
83	1	< 0.1%
78	1	< 0.1%
75	1	< 0.1%
74	1	< 0.1%
71	2	< 0.1%
70	2	< 0.1%
69	3	< 0.1%

PTS
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	116
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.27198248

Minimum	0
Maximum	125
Zeros	1486
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	14
Q3	32
95-th percentile	62
Maximum	125
Range	125
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	20.77847527
Coefficient of variation (CV)	1.024984867
Kurtosis	1.178863447
Mean	20.27198248
Median Absolute Deviation (MAD)	12
Skewness	1.24284314
Sum	249913
Variance	431.7450347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1486	12.1%
1	775	6.3%
2	542	4.4%
3	414	3.4%
4	384	3.1%
7	318	2.6%
6	310	2.5%
5	309	2.5%
8	293	2.4%
9	278	2.3%
Other values (106)	7219	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1486	12.1%
1	775	6.3%
2	542	4.4%
3	414	3.4%
4	384	3.1%
5	309	2.5%
6	310	2.5%
7	318	2.6%
8	293	2.4%
9	278	2.3%

Value	Count	Frequency (%)
125	1	< 0.1%
123	1	< 0.1%
120	1	< 0.1%
114	1	< 0.1%
113	1	< 0.1%
112	2	< 0.1%
110	1	< 0.1%
109	3	< 0.1%
108	2	< 0.1%
106	3	< 0.1%

plusminus
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	88
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.3518007787

Minimum	-46
Maximum	50
Zeros	1191
Zeros (%)	9.7%
Negative	6302
Negative (%)	51.1%
Memory size	96.4 KiB

Quantile statistics

Minimum	-46
5-th percentile	-15
Q1	-5
median	-1
Q3	4
95-th percentile	17
Maximum	50
Range	96
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	9.414649018
Coefficient of variation (CV)	-26.76130807
Kurtosis	2.114386797
Mean	-0.3518007787
Median Absolute Deviation (MAD)	4
Skewness	0.3954569445
Sum	-4337
Variance	88.63561613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1191	9.7%
-1	1001	8.1%
-2	792	6.4%
1	779	6.3%
-3	632	5.1%
-4	542	4.4%
2	527	4.3%
-5	458	3.7%
3	440	3.6%
-6	381	3.1%
Other values (78)	5585	45.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-46	1	< 0.1%
-42	1	< 0.1%
-39	1	< 0.1%
-38	1	< 0.1%
-37	1	< 0.1%
-36	2	< 0.1%
-35	5	< 0.1%
-34	7	0.1%
-33	4	< 0.1%
-32	4	< 0.1%

Value	Count	Frequency (%)
50	1	< 0.1%
49	1	< 0.1%
47	1	< 0.1%
45	1	< 0.1%
42	1	< 0.1%
41	1	< 0.1%
40	3	< 0.1%
39	2	< 0.1%
38	3	< 0.1%
37	4	< 0.1%

PIM
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	216
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.97112265

Minimum	0
Maximum	324
Zeros	1257
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	24
Q3	45
95-th percentile	93
Maximum	324
Range	324
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	32.31464886
Coefficient of variation (CV)	1.010744891
Kurtosis	6.212497044
Mean	31.97112265
Median Absolute Deviation (MAD)	18
Skewness	1.963756878
Sum	394140
Variance	1044.236531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1257	10.2%
2	692	5.6%
4	506	4.1%
6	361	2.9%
8	344	2.8%
14	337	2.7%
16	326	2.6%
18	324	2.6%
12	323	2.6%
20	320	2.6%
Other values (206)	7538	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1257	10.2%
2	692	5.6%
4	506	4.1%
5	63	0.5%
6	361	2.9%
7	68	0.6%
8	344	2.8%
9	51	0.4%
10	303	2.5%
11	46	0.4%

Value	Count	Frequency (%)
324	1	< 0.1%
307	1	< 0.1%
265	1	< 0.1%
261	1	< 0.1%
257	1	< 0.1%
254	1	< 0.1%
250	1	< 0.1%
247	1	< 0.1%
239	1	< 0.1%
238	1	< 0.1%

PS
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	163
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.48006976

Minimum	-1.9
Maximum	17.2
Zeros	874
Zeros (%)	7.1%
Negative	1710
Negative (%)	13.9%
Memory size	96.4 KiB

Quantile statistics

Minimum	-1.9
5-th percentile	-0.2
Q1	0.2
median	1.6
Q3	4.1
95-th percentile	8.1
Maximum	17.2
Range	19.1
Interquartile range (IQR)	3.9

Descriptive statistics

Standard deviation	2.813307752
Coefficient of variation (CV)	1.134366378
Kurtosis	0.9955186664
Mean	2.48006976
Median Absolute Deviation (MAD)	1.6
Skewness	1.193035551
Sum	30574.3
Variance	7.914700506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	874	7.1%
-0.1	763	6.2%
0.1	482	3.9%
0.2	455	3.7%
-0.2	367	3.0%
0.3	318	2.6%
0.4	278	2.3%
0.6	261	2.1%
0.7	226	1.8%
0.8	213	1.7%
Other values (153)	8091	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.9	1	< 0.1%
-1.6	1	< 0.1%
-1.4	2	< 0.1%
-1.2	8	0.1%
-1.1	8	0.1%
-1	9	0.1%
-0.9	18	0.1%
-0.8	24	0.2%
-0.7	40	0.3%
-0.6	58	0.5%

Value	Count	Frequency (%)
17.2	1	< 0.1%
15.7	1	< 0.1%
15.6	1	< 0.1%
15.5	1	< 0.1%
15.3	1	< 0.1%
15	1	< 0.1%
14.7	1	< 0.1%
14.6	1	< 0.1%
14.5	1	< 0.1%
14.4	1	< 0.1%

EV
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.387167424

Minimum	0
Maximum	48
Zeros	2878
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	8
95-th percentile	18
Maximum	48
Range	48
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.127264002
Coefficient of variation (CV)	1.137381395
Kurtosis	2.111036936
Mean	5.387167424
Median Absolute Deviation (MAD)	3
Skewness	1.476669255
Sum	66413
Variance	37.54336415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	2878	23.3%
1	1577	12.8%
2	1121	9.1%
3	879	7.1%
4	795	6.4%
5	620	5.0%
6	539	4.4%
7	479	3.9%
8	422	3.4%
9	411	3.3%
Other values (31)	2607	21.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2878	23.3%
1	1577	12.8%
2	1121	9.1%
3	879	7.1%
4	795	6.4%
5	620	5.0%
6	539	4.4%
7	479	3.9%
8	422	3.4%
9	411	3.3%

Value	Count	Frequency (%)
48	1	< 0.1%
43	1	< 0.1%
38	1	< 0.1%
37	1	< 0.1%
36	2	< 0.1%
35	3	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
32	5	< 0.1%
31	7	0.1%

PP
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.859182349

Minimum	0
Maximum	27
Zeros	6929
Zeros (%)	56.2%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	9
Maximum	27
Range	27
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.182269425
Coefficient of variation (CV)	1.711649977
Kurtosis	6.512352693
Mean	1.859182349
Median Absolute Deviation (MAD)	0
Skewness	2.341644717
Sum	22920
Variance	10.12683869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	6929	56.2%
1	1437	11.7%
2	862	7.0%
3	646	5.2%
4	502	4.1%
5	439	3.6%
6	348	2.8%
7	265	2.1%
8	232	1.9%
9	154	1.2%
Other values (17)	514	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6929	56.2%
1	1437	11.7%
2	862	7.0%
3	646	5.2%
4	502	4.1%
5	439	3.6%
6	348	2.8%
7	265	2.1%
8	232	1.9%
9	154	1.2%

Value	Count	Frequency (%)
27	1	< 0.1%
25	2	< 0.1%
24	5	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	3	< 0.1%
19	10	0.1%
18	10	0.1%
17	18	0.1%

SH
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2379136924

Minimum	0
Maximum	8
Zeros	10389
Zeros (%)	84.3%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6630386684
Coefficient of variation (CV)	2.786887386
Kurtosis	20.71849619
Mean	0.2379136924
Median Absolute Deviation (MAD)	0
Skewness	3.932320034
Sum	2933
Variance	0.4396202758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	10389	84.3%
1	1317	10.7%
2	394	3.2%
3	137	1.1%
4	57	0.5%
5	24	0.2%
7	7	0.1%
6	2	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10389	84.3%
1	1317	10.7%
2	394	3.2%
3	137	1.1%
4	57	0.5%
5	24	0.2%
6	2	< 0.1%
7	7	0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	7	0.1%
6	2	< 0.1%
5	24	0.2%
4	57	0.5%
3	137	1.1%
2	394	3.2%
1	1317	10.7%
0	10389	84.3%

GW
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.19151525

Minimum	0
Maximum	12
Zeros	6376
Zeros (%)	51.7%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	5
Maximum	12
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.760108713
Coefficient of variation (CV)	1.477202002
Kurtosis	4.35950104
Mean	1.19151525
Median Absolute Deviation (MAD)	0
Skewness	1.962086301
Sum	14689
Variance	3.09798268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	6376	51.7%
1	2426	19.7%
2	1352	11.0%
3	838	6.8%
4	551	4.5%
5	345	2.8%
6	204	1.7%
7	106	0.9%
8	69	0.6%
9	31	0.3%
Other values (3)	30	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6376	51.7%
1	2426	19.7%
2	1352	11.0%
3	838	6.8%
4	551	4.5%
5	345	2.8%
6	204	1.7%
7	106	0.9%
8	69	0.6%
9	31	0.3%

Value	Count	Frequency (%)
12	5	< 0.1%
11	9	0.1%
10	16	0.1%
9	31	0.3%
8	69	0.6%
7	106	0.9%
6	204	1.7%
5	345	2.8%
4	551	4.5%
3	838	6.8%

EV.1
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	52
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.003974692

Minimum	0
Maximum	60
Zeros	1981
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	7
Q3	14
95-th percentile	25
Maximum	60
Range	60
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.382558298
Coefficient of variation (CV)	0.9309842137
Kurtosis	0.9517735045
Mean	9.003974692
Median Absolute Deviation (MAD)	6
Skewness	1.049586831
Sum	111001
Variance	70.26728362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1981	16.1%
1	946	7.7%
2	717	5.8%
4	571	4.6%
5	563	4.6%
3	537	4.4%
6	517	4.2%
7	503	4.1%
8	500	4.1%
9	471	3.8%
Other values (42)	5022	40.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1981	16.1%
1	946	7.7%
2	717	5.8%
3	537	4.4%
4	571	4.6%
5	563	4.6%
6	517	4.2%
7	503	4.1%
8	500	4.1%
9	471	3.8%

Value	Count	Frequency (%)
60	1	< 0.1%
54	1	< 0.1%
51	1	< 0.1%
49	1	< 0.1%
48	3	< 0.1%
47	1	< 0.1%
45	2	< 0.1%
44	1	< 0.1%
43	5	< 0.1%
42	5	< 0.1%

PP.1
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.531067489

Minimum	0
Maximum	48
Zeros	6064
Zeros (%)	49.2%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	16
Maximum	48
Range	48
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	5.718002673
Coefficient of variation (CV)	1.619341089
Kurtosis	5.469852901
Mean	3.531067489
Median Absolute Deviation (MAD)	1
Skewness	2.185048729
Sum	43531
Variance	32.69555457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	6064	49.2%
1	1259	10.2%
2	695	5.6%
3	528	4.3%
4	470	3.8%
5	390	3.2%
6	361	2.9%
7	309	2.5%
8	278	2.3%
9	253	2.1%
Other values (35)	1721	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6064	49.2%
1	1259	10.2%
2	695	5.6%
3	528	4.3%
4	470	3.8%
5	390	3.2%
6	361	2.9%
7	309	2.5%
8	278	2.3%
9	253	2.1%

Value	Count	Frequency (%)
48	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
41	1	< 0.1%
40	1	< 0.1%
39	2	< 0.1%
38	3	< 0.1%
37	1	< 0.1%
36	1	< 0.1%
35	1	< 0.1%

SH.1
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2526768332

Minimum	0
Maximum	8
Zeros	10042
Zeros (%)	81.5%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6106004758
Coefficient of variation (CV)	2.416527341
Kurtosis	14.20072144
Mean	0.2526768332
Median Absolute Deviation (MAD)	0
Skewness	3.176365451
Sum	3115
Variance	0.3728329411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	10042	81.5%
1	1673	13.6%
2	453	3.7%
3	123	1.0%
4	28	0.2%
6	5	< 0.1%
5	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10042	81.5%
1	1673	13.6%
2	453	3.7%
3	123	1.0%
4	28	0.2%
5	2	< 0.1%
6	5	< 0.1%
7	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	1	< 0.1%
6	5	< 0.1%
5	2	< 0.1%
4	28	0.2%
3	123	1.0%
2	453	3.7%
1	1673	13.6%
0	10042	81.5%

S
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	345
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.27514601

Minimum	0
Maximum	528
Zeros	397
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	19
median	67
Q3	126
95-th percentile	218
Maximum	528
Range	528
Interquartile range (IQR)	107

Descriptive statistics

Standard deviation	71.19125018
Coefficient of variation (CV)	0.8759289116
Kurtosis	0.5005836051
Mean	81.27514601
Median Absolute Deviation (MAD)	52
Skewness	0.9290648943
Sum	1001960
Variance	5068.194103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	397	3.2%
1	356	2.9%
2	280	2.3%
3	267	2.2%
4	204	1.7%
6	189	1.5%
5	155	1.3%
7	133	1.1%
8	126	1.0%
10	123	1.0%
Other values (335)	10098	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	397	3.2%
1	356	2.9%
2	280	2.3%
3	267	2.2%
4	204	1.7%
5	155	1.3%
6	189	1.5%
7	133	1.1%
8	126	1.0%
9	117	0.9%

Value	Count	Frequency (%)
528	1	< 0.1%
446	1	< 0.1%
425	1	< 0.1%
398	1	< 0.1%
395	1	< 0.1%
392	1	< 0.1%
386	1	< 0.1%
372	1	< 0.1%
368	2	< 0.1%
367	1	< 0.1%

S_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	243
Distinct (%)	2.0%
Missing	124
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.527368076

Minimum	0
Maximum	100
Zeros	2561
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.575
median	7
Q3	11.1
95-th percentile	16.7
Maximum	100
Range	100
Interquartile range (IQR)	8.525

Descriptive statistics

Standard deviation	7.557612092
Coefficient of variation (CV)	1.004017874
Kurtosis	52.50101745
Mean	7.527368076
Median Absolute Deviation (MAD)	4.2
Skewness	4.929914511
Sum	91864
Variance	57.11750054
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2561	20.8%
8.3	149	1.2%
10	139	1.1%
7.1	137	1.1%
11.1	135	1.1%
6.3	132	1.1%
7.7	126	1.0%
12.5	126	1.0%
9.1	119	1.0%
5.6	115	0.9%
Other values (233)	8465	68.7%
(Missing)	124	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2561	20.8%
0.8	1	< 0.1%
0.9	4	< 0.1%
1	11	0.1%
1.1	18	0.1%
1.2	14	0.1%
1.3	13	0.1%
1.4	25	0.2%
1.5	28	0.2%
1.6	23	0.2%

Value	Count	Frequency (%)
100	28	0.2%
66.7	1	< 0.1%
50	28	0.2%
46.2	1	< 0.1%
40	4	< 0.1%
33.3	47	0.4%
31.3	1	< 0.1%
30	3	< 0.1%
29.4	1	< 0.1%
28.6	5	< 0.1%

TOI
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2044
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	804.8196788

Minimum	1
Maximum	2412
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	1
5-th percentile	19
Q1	235
median	812
Q3	1283
95-th percentile	1727.65
Maximum	2412
Range	2411
Interquartile range (IQR)	1048

Descriptive statistics

Standard deviation	576.8075039
Coefficient of variation (CV)	0.7166916008
Kurtosis	-1.126884207
Mean	804.8196788
Median Absolute Deviation (MAD)	518
Skewness	0.1727707787
Sum	9921817
Variance	332706.8966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	49	0.4%
7	48	0.4%
12	46	0.4%
14	44	0.4%
11	44	0.4%
9	42	0.3%
8	41	0.3%
19	40	0.3%
15	40	0.3%
18	39	0.3%
Other values (2034)	11895	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	3	< 0.1%
3	12	0.1%
4	15	0.1%
5	38	0.3%
6	33	0.3%
7	48	0.4%
8	41	0.3%
9	42	0.3%
10	34	0.3%

Value	Count	Frequency (%)
2412	1	< 0.1%
2378	1	< 0.1%
2375	1	< 0.1%
2345	1	< 0.1%
2310	1	< 0.1%
2297	1	< 0.1%
2252	1	< 0.1%
2249	1	< 0.1%
2240	1	< 0.1%
2239	1	< 0.1%

ATOI
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1389
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.25178996

Minimum	0
Maximum	26.8
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5.489166666
Q1	10.96666667
median	14.61666667
Q3	18
95-th percentile	21.7775
Maximum	26.8
Range	26.8
Interquartile range (IQR)	7.03333333

Descriptive statistics

Standard deviation	4.980006486
Coefficient of variation (CV)	0.3494302469
Kurtosis	-0.1576869882
Mean	14.25178996
Median Absolute Deviation (MAD)	3.5
Skewness	-0.4179602415
Sum	175696.0667
Variance	24.8004646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	30	0.2%
16	30	0.2%
14.8	30	0.2%
13.3	29	0.2%
13.9	28	0.2%
16.7	28	0.2%
12.8	27	0.2%
13.8	27	0.2%
16.28333333	27	0.2%
18.06666667	27	0.2%
Other values (1379)	12045	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.016666667	1	< 0.1%
0.033333333	4	< 0.1%
0.05	4	< 0.1%
0.066666667	3	< 0.1%
0.1	4	< 0.1%
0.116666667	4	< 0.1%
0.133333333	1	< 0.1%
0.15	2	< 0.1%
0.166666667	3	< 0.1%

Value	Count	Frequency (%)
26.8	2	< 0.1%
26.7	1	< 0.1%
26.5	1	< 0.1%
25.9	1	< 0.1%
25.7	1	< 0.1%
25.4	2	< 0.1%
25.3	2	< 0.1%
24.9	1	< 0.1%
24.8	2	< 0.1%
24.6	2	< 0.1%

BLK
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	219
Distinct (%)	1.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	29.4438225

Minimum	0
Maximum	283
Zeros	3216
Zeros (%)	26.1%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15
Q3	41
95-th percentile	119
Maximum	283
Range	283
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	38.98700971
Coefficient of variation (CV)	1.324115091
Kurtosis	3.513642162
Mean	29.4438225
Median Absolute Deviation (MAD)	15
Skewness	1.864631106
Sum	362954
Variance	1519.986926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3216	26.1%
1	431	3.5%
2	353	2.9%
3	262	2.1%
4	218	1.8%
5	203	1.6%
6	166	1.3%
13	161	1.3%
17	161	1.3%
7	160	1.3%
Other values (209)	6996	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3216	26.1%
1	431	3.5%
2	353	2.9%
3	262	2.1%
4	218	1.8%
5	203	1.6%
6	166	1.3%
7	160	1.3%
8	151	1.2%
9	156	1.3%

Value	Count	Frequency (%)
283	1	< 0.1%
268	1	< 0.1%
256	1	< 0.1%
250	1	< 0.1%
242	1	< 0.1%
238	1	< 0.1%
237	1	< 0.1%
236	1	< 0.1%
227	1	< 0.1%
223	1	< 0.1%

HIT
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	297
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.27052239

Minimum	0
Maximum	382
Zeros	2875
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	30
Q3	75
95-th percentile	156
Maximum	382
Range	382
Interquartile range (IQR)	74

Descriptive statistics

Standard deviation	54.32706299
Coefficient of variation (CV)	1.149279937
Kurtosis	2.556373903
Mean	47.27052239
Median Absolute Deviation (MAD)	30
Skewness	1.506779626
Sum	582751
Variance	2951.429773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2875	23.3%
1	268	2.2%
3	217	1.8%
2	212	1.7%
4	177	1.4%
6	147	1.2%
5	144	1.2%
7	138	1.1%
10	104	0.8%
8	101	0.8%
Other values (287)	7945	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2875	23.3%
1	268	2.2%
2	212	1.7%
3	217	1.8%
4	177	1.4%
5	144	1.2%
6	147	1.2%
7	138	1.1%
8	101	0.8%
9	96	0.8%

Value	Count	Frequency (%)
382	1	< 0.1%
374	1	< 0.1%
365	1	< 0.1%
364	1	< 0.1%
359	1	< 0.1%
356	1	< 0.1%
343	1	< 0.1%
336	1	< 0.1%
318	1	< 0.1%
311	1	< 0.1%

FOW
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	765
Distinct (%)	6.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	62.3075363

Minimum	0
Maximum	1273
Zeros	6860
Zeros (%)	55.6%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	14
95-th percentile	474.7
Maximum	1273
Range	1273
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	160.3125024
Coefficient of variation (CV)	2.572923147
Kurtosis	9.866464874
Mean	62.3075363
Median Absolute Deviation (MAD)	0
Skewness	3.133292465
Sum	768065
Variance	25700.09842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6860	55.6%
1	610	4.9%
2	364	3.0%
3	256	2.1%
4	195	1.6%
5	171	1.4%
7	151	1.2%
6	147	1.2%
8	104	0.8%
10	85	0.7%
Other values (755)	3384	27.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6860	55.6%
1	610	4.9%
2	364	3.0%
3	256	2.1%
4	195	1.6%
5	171	1.4%
6	147	1.2%
7	151	1.2%
8	104	0.8%
9	84	0.7%

Value	Count	Frequency (%)
1273	1	< 0.1%
1175	1	< 0.1%
1130	1	< 0.1%
1086	1	< 0.1%
1083	1	< 0.1%
1063	1	< 0.1%
1039	1	< 0.1%
1029	1	< 0.1%
1026	1	< 0.1%
1024	1	< 0.1%

FOL
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	729
Distinct (%)	5.9%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	62.30656283

Minimum	0
Maximum	941
Zeros	6441
Zeros (%)	52.2%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	19
95-th percentile	462
Maximum	941
Range	941
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	152.299919
Coefficient of variation (CV)	2.444363998
Kurtosis	8.021706307
Mean	62.30656283
Median Absolute Deviation (MAD)	0
Skewness	2.910958278
Sum	768053
Variance	23195.26533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6441	52.2%
1	661	5.4%
2	308	2.5%
3	234	1.9%
4	196	1.6%
5	184	1.5%
6	150	1.2%
7	126	1.0%
8	123	1.0%
10	106	0.9%
Other values (719)	3798	30.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6441	52.2%
1	661	5.4%
2	308	2.5%
3	234	1.9%
4	196	1.6%
5	184	1.5%
6	150	1.2%
7	126	1.0%
8	123	1.0%
9	105	0.9%

Value	Count	Frequency (%)
941	1	< 0.1%
921	1	< 0.1%
917	1	< 0.1%
909	1	< 0.1%
906	1	< 0.1%
901	1	< 0.1%
896	1	< 0.1%
892	1	< 0.1%
891	1	< 0.1%
868	2	< 0.1%

FO_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	421
Distinct (%)	3.5%
Missing	311
Missing (%)	2.5%
Infinite	0
Infinite (%)	0.0%
Mean	21.63286178

Minimum	0
Maximum	100
Zeros	6550
Zeros (%)	53.1%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	46.2
95-th percentile	59.2
Maximum	100
Range	100
Interquartile range (IQR)	46.2

Descriptive statistics

Standard deviation	26.10006727
Coefficient of variation (CV)	1.206500903
Kurtosis	-0.2776320642
Mean	21.63286178
Median Absolute Deviation (MAD)	0
Skewness	0.7983950431
Sum	259962.1
Variance	681.2135114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6550	53.1%
50	361	2.9%
100	266	2.2%
33.3	217	1.8%
40	120	1.0%
25	103	0.8%
66.7	85	0.7%
42.9	78	0.6%
28.6	68	0.6%
20	65	0.5%
Other values (411)	4104	33.3%
(Missing)	311	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6550	53.1%
6.7	1	< 0.1%
7.7	1	< 0.1%
8.3	2	< 0.1%
9.1	5	< 0.1%
9.7	1	< 0.1%
10	8	0.1%
10.5	1	< 0.1%
11.1	8	0.1%
11.8	3	< 0.1%

Value	Count	Frequency (%)
100	266	2.2%
87.5	1	< 0.1%
85.7	3	< 0.1%
84.6	1	< 0.1%
83.3	4	< 0.1%
81.8	1	< 0.1%
80	11	0.1%
77.8	1	< 0.1%
75	27	0.2%
73.3	1	< 0.1%

HART
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001135626217

Minimum	0
Maximum	1
Zeros	12314
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03368127952
Coefficient of variation (CV)	29.65877243
Kurtosis	875.9282715
Mean	0.001135626217
Median Absolute Deviation (MAD)	0
Skewness	29.62745631
Sum	14
Variance	0.00113442859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	12314	99.9%
1	14	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12314	99.9%
1	14	0.1%

Value	Count	Frequency (%)
1	14	0.1%
0	12314	99.9%

Votes
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	98
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.317083063

Minimum	0
Maximum	1604
Zeros	12211
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1604
Range	1604
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	53.89542281
Coefficient of variation (CV)	16.24783636
Kurtosis	435.3683345
Mean	3.317083063
Median Absolute Deviation (MAD)	0
Skewness	20.04010988
Sum	40893
Variance	2904.7166
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12211	99.1%
1	4	< 0.1%
17	3	< 0.1%
28	3	< 0.1%
1264	2	< 0.1%
31	2	< 0.1%
32	2	< 0.1%
157	2	< 0.1%
1058	2	< 0.1%
53	2	< 0.1%
Other values (88)	95	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12211	99.1%
1	4	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
9	2	< 0.1%
10	2	< 0.1%
12	1	< 0.1%
16	1	< 0.1%
17	3	< 0.1%

Value	Count	Frequency (%)
1604	1	< 0.1%
1473	1	< 0.1%
1395	1	< 0.1%
1340	1	< 0.1%
1313	1	< 0.1%
1264	2	< 0.1%
1225	1	< 0.1%
1194	1	< 0.1%
1104	1	< 0.1%
1090	1	< 0.1%

Season
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2011.438595

Minimum	2004
Maximum	2018
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.4 KiB

Quantile statistics

Minimum	2004
5-th percentile	2004
Q1	2008
median	2012
Q3	2015
95-th percentile	2018
Maximum	2018
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.170861195
Coefficient of variation (CV)	0.002073571227
Kurtosis	-1.089619402
Mean	2011.438595
Median Absolute Deviation (MAD)	4
Skewness	-0.1059065838
Sum	24797015
Variance	17.39608311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
2004	916	7.4%
2016	898	7.3%
2012	894	7.3%
2011	891	7.2%
2018	890	7.2%
2017	888	7.2%
2014	886	7.2%
2009	885	7.2%
2015	882	7.2%
2010	879	7.1%
Other values (4)	3419	27.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2004	916	7.4%
2006	870	7.1%
2007	858	7.0%
2008	852	6.9%
2009	885	7.2%
2010	879	7.1%
2011	891	7.2%
2012	894	7.3%
2013	839	6.8%
2014	886	7.2%

Value	Count	Frequency (%)
2018	890	7.2%
2017	888	7.2%
2016	898	7.3%
2015	882	7.2%
2014	886	7.2%
2013	839	6.8%
2012	894	7.3%
2011	891	7.2%
2010	879	7.1%
2009	885	7.2%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Rk	Player	Nick	Age	Pos	Tm	GP	G	A	PTS	plusminus	PIM	PS	EV	PP	SH	GW	EV.1	PP.1	SH.1	S	S_percent	TOI	ATOI	BLK	HIT	FOW	FOL	FO_percent	HART	Votes	Season
0	1	Connor McDavid	mcdavco01	20	C	EDM	82	30	70	100	27	26	12.8	26	3	1	6	45	24	1	251	12.0	1733	21.133333	29.0	34	348.0	458.0	43.2	1	1604	2017
1	2	Sidney Crosby	crosbsi01	29	C	PIT	75	44	45	89	17	24	12.3	30	14	0	5	34	11	0	255	17.3	1491	19.883333	27.0	80	842.0	906.0	48.2	0	1104	2017
2	3	Patrick Kane	kanepa01	28	RW	CHI	82	34	55	89	11	32	10.8	27	7	0	5	39	16	0	292	11.6	1754	21.400000	15.0	28	7.0	44.0	13.7	0	206	2017
3	4	Nicklas Backstrom	backsni02	29	C	WSH	82	23	63	86	17	38	9.9	15	8	0	5	36	27	0	162	14.2	1497	18.266667	33.0	45	685.0	648.0	51.4	0	60	2017
4	5	Nikita Kucherov	kucheni01	23	RW	TBL	74	40	45	85	13	38	12.0	23	17	0	7	30	15	0	246	16.3	1438	19.433333	20.0	30	0.0	0.0	0.0	0	119	2017
5	6	Brad Marchand	marchbr03	28	LW	BOS	80	39	46	85	18	81	12.6	27	9	3	8	29	15	2	226	17.3	1555	19.433333	35.0	51	13.0	23.0	36.1	0	184	2017
6	7	Mark Scheifele	scheima01	23	C	WPG	79	32	50	82	18	38	10.3	25	7	0	5	40	8	2	160	20.0	1624	20.566667	34.0	49	635.0	826.0	43.5	0	0	2017
7	8	Leon Draisaitl	draisle01	21	C	EDM	82	29	48	77	7	20	9.6	19	10	0	5	31	17	0	172	16.9	1548	18.883333	36.0	41	476.0	496.0	49.0	0	0	2017
8	9	Brent Burns	burnsbr01	31	D	SJS	82	29	47	76	19	40	15.3	21	8	0	6	29	17	1	320	9.1	2039	0.866667	142.0	69	0.0	0.0	0.0	0	273	2017
9	10	Vladimir Tarasenko	tarasvl01	25	RW	STL	82	39	36	75	-1	12	10.2	30	9	0	8	23	13	0	286	13.6	1515	18.466667	31.0	50	5.0	5.0	50.0	0	0	2017

Last rows

	Rk	Player	Nick	Age	Pos	Tm	GP	plusminus	PIM	PS	S	S_percent	TOI	ATOI	BLK	HIT	FOW	FOL	FO_percent	Season
12318	881	Carson Soucy	soucyca01	23	D	MIN	3	-2	2	-0.1	4	0.0	45	14.9	3.0	4	0.0	0.0	NaN	2018
12319	882	Mark Streit	streima01	40	D	MTL	2	-2	0	-0.1	3	0.0	28	14.2	0.0	2	0.0	0.0	NaN	2018
12320	883	Matt Tennyson	tennyma01	27	D	BUF	15	-8	8	-0.2	25	0.0	270	18.0	11.0	13	0.0	0.0	NaN	2018
12321	884	Troy Terry	terrytr01	20	C	ANA	2	0	0	0.0	3	0.0	20	10.2	2.0	0	0.0	0.0	NaN	2018
12322	885	Eeli Tolvanen	tolvaee01	18	RW	NSH	3	0	0	-0.1	3	0.0	36	12.1	1.0	2	0.0	0.0	NaN	2018
12323	886	Zach Trotman	trotmza01	27	D	PIT	3	-3	0	-0.2	6	0.0	38	12.8	2.0	1	0.0	0.0	NaN	2018
12324	887	Dominic Turgeon	turgedo01	21	C	DET	5	-2	2	-0.2	3	0.0	46	9.2	8.0	3	7.0	14.0	33.3	2018
12325	888	Rinat Valiev	valieri01	22	D	MTL	2	0	2	0.0	2	0.0	24	11.8	2.0	0	0.0	0.0	NaN	2018
12326	889	Curtis Valk	valkcu01	24	LW	FLA	1	0	0	0.0	0	NaN	3	3.4	0.0	1	0.0	3.0	0.0	2018
12327	890	Zach Whitecloud	whiteza01	21	D	VEG	1	3	0	0.2	0	NaN	17	16.7	1.0	0	0.0	0.0	NaN	2018

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows